Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	98913
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	15.5 MiB
Average record size in memory	164.0 B

Variable types

Numeric	13
Categorical	7
Boolean	4

Alerts

`type` has constant value "user"	Constant
`country` has a high cardinality: 200 distinct values	High cardinality
`countryCode` has a high cardinality: 199 distinct values	High cardinality
`productsListed` is highly overall correlated with `productsSold` and 1 other fields	High correlation
`productsSold` is highly overall correlated with `productsListed` and 1 other fields	High correlation
`productsPassRate` is highly overall correlated with `productsListed` and 1 other fields	High correlation
`seniority` is highly overall correlated with `seniorityAsMonths` and 1 other fields	High correlation
`seniorityAsMonths` is highly overall correlated with `seniority` and 1 other fields	High correlation
`seniorityAsYears` is highly overall correlated with `seniority` and 1 other fields	High correlation
`gender` is highly overall correlated with `civilityGenderId` and 1 other fields	High correlation
`civilityGenderId` is highly overall correlated with `gender` and 1 other fields	High correlation
`civilityTitle` is highly overall correlated with `gender` and 1 other fields	High correlation
`hasAnyApp` is highly overall correlated with `hasIosApp`	High correlation
`hasIosApp` is highly overall correlated with `hasAnyApp`	High correlation
`country` is highly imbalanced (51.5%)	Imbalance
`hasAndroidApp` is highly imbalanced (71.9%)	Imbalance
`hasProfilePicture` is highly imbalanced (86.3%)	Imbalance
`countryCode` is highly imbalanced (51.5%)	Imbalance
`socialNbFollowers` is highly skewed (γ1 = 88.81691016)	Skewed
`socialNbFollows` is highly skewed (γ1 = 220.8766787)	Skewed
`socialProductsLiked` is highly skewed (γ1 = 244.1577429)	Skewed
`productsListed` is highly skewed (γ1 = 64.89321853)	Skewed
`productsSold` is highly skewed (γ1 = 41.59563253)	Skewed
`productsWished` is highly skewed (γ1 = 49.25695941)	Skewed
`productsBought` is highly skewed (γ1 = 84.79735987)	Skewed
`identifierHash` has unique values	Unique
`socialProductsLiked` has 82987 (83.9%) zeros	Zeros
`productsListed` has 97189 (98.3%) zeros	Zeros
`productsSold` has 96877 (97.9%) zeros	Zeros
`productsPassRate` has 97979 (99.1%) zeros	Zeros
`productsWished` has 89612 (90.6%) zeros	Zeros
`productsBought` has 93494 (94.5%) zeros	Zeros

Reproduction

Analysis started	2023-01-26 08:09:01.407363
Analysis finished	2023-01-26 08:09:42.257607
Duration	40.85 seconds
Software version	pandas-profiling vv3.6.3
Download configuration	config.json

identifierHash
Real number (ℝ)

Distinct	98913
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.692039 × 10¹⁵

Minimum	-9.2231011 × 10¹⁸
Maximum	9.2233307 × 10¹⁸
Zeros	0
Zeros (%)	0.0%
Negative	49466
Negative (%)	50.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	-9.2231011 × 10¹⁸
5-th percentile	-8.3003288 × 10¹⁸
Q1	-4.6228946 × 10¹⁸
median	-1.3379888 × 10¹⁵
Q3	4.6163881 × 10¹⁸
95-th percentile	8.3059843 × 10¹⁸
Maximum	9.2233307 × 10¹⁸
Range	-3.1221944 × 10¹⁴
Interquartile range (IQR)	9.2392827 × 10¹⁸

Descriptive statistics

Standard deviation	5.3308069 × 10¹⁸
Coefficient of variation (CV)	-796.58933
Kurtosis	-1.2018672
Mean	-6.692039 × 10¹⁵
Median Absolute Deviation (MAD)	4.6192998 × 10¹⁸
Skewness	0.0011335638
Sum	2.1531336 × 10¹⁸
Variance	2.8417502 × 10³⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.097895248 × 10¹⁸	1	< 0.1%
-8.773752927 × 10¹⁸	1	< 0.1%
-4.676244826 × 10¹⁸	1	< 0.1%
5.290392635 × 10¹⁸	1	< 0.1%
6.984266913 × 10¹⁸	1	< 0.1%
-7.469642864 × 10¹⁸	1	< 0.1%
3.30562579 × 10¹⁸	1	< 0.1%
-1.503210116 × 10¹⁸	1	< 0.1%
5.445973843 × 10¹⁸	1	< 0.1%
2.428770951 × 10¹⁸	1	< 0.1%
Other values (98903)	98903	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.223101126 × 10¹⁸	1	< 0.1%
-9.223057731 × 10¹⁸	1	< 0.1%
-9.222867488 × 10¹⁸	1	< 0.1%
-9.222666406 × 10¹⁸	1	< 0.1%
-9.222346324 × 10¹⁸	1	< 0.1%
-9.222209701 × 10¹⁸	1	< 0.1%
-9.222051377 × 10¹⁸	1	< 0.1%
-9.221953725 × 10¹⁸	1	< 0.1%
-9.221801386 × 10¹⁸	1	< 0.1%
-9.221290544 × 10¹⁸	1	< 0.1%

Value	Count	Frequency (%)
9.223330728 × 10¹⁸	1	< 0.1%
9.223304665 × 10¹⁸	1	< 0.1%
9.222858252 × 10¹⁸	1	< 0.1%
9.222779374 × 10¹⁸	1	< 0.1%
9.222469665 × 10¹⁸	1	< 0.1%
9.222181005 × 10¹⁸	1	< 0.1%
9.221787149 × 10¹⁸	1	< 0.1%
9.221187815 × 10¹⁸	1	< 0.1%
9.221113475 × 10¹⁸	1	< 0.1%
9.220908268 × 10¹⁸	1	< 0.1%

type
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	772.9 KiB

user	98913

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	395652
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	user
2nd row	user
3rd row	user
4th row	user
5th row	user

Common Values

Value	Count	Frequency (%)
user	98913	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
user	98913	100.0%

Most occurring characters

Value	Count	Frequency (%)
u	98913	25.0%
s	98913	25.0%
e	98913	25.0%
r	98913	25.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	395652	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
u	98913	25.0%
s	98913	25.0%
e	98913	25.0%
r	98913	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	395652	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
u	98913	25.0%
s	98913	25.0%
e	98913	25.0%
r	98913	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	395652	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
u	98913	25.0%
s	98913	25.0%
e	98913	25.0%
r	98913	25.0%

country
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	200
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	772.9 KiB

France	25135
Etats-Unis	20602
Royaume-Uni	11310
Italie	8015
Allemagne	6567
Other values (195)	27284

Length

Max length	38
Median length	31
Mean length	8.0202804
Min length	4

Characters and Unicode

Total characters	793310
Distinct characters	62
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	32 ?
Unique (%)	< 0.1%

Sample

1st row	Royaume-Uni
2nd row	Monaco
3rd row	France
4th row	Etats-Unis
5th row	Etats-Unis

Common Values

Value	Count	Frequency (%)
France	25135	25.4%
Etats-Unis	20602	20.8%
Royaume-Uni	11310	11.4%
Italie	8015	8.1%
Allemagne	6567	6.6%
Espagne	5706	5.8%
Australie	2719	2.7%
Danemark	1892	1.9%
Suède	1826	1.8%
Belgique	1666	1.7%
Other values (190)	13475	13.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
france	25135	24.9%
etats-unis	20602	20.4%
royaume-uni	11310	11.2%
italie	8015	7.9%
allemagne	6567	6.5%
espagne	5706	5.6%
australie	2719	2.7%
danemark	1892	1.9%
suède	1826	1.8%
belgique	1666	1.6%
Other values (230)	15624	15.5%

Most occurring characters

Value	Count	Frequency (%)
a	97270	12.3%
e	81974	10.3%
n	79820	10.1%
s	56683	7.1%
t	53924	6.8%
i	51865	6.5%
r	34060	4.3%
-	33448	4.2%
U	32032	4.0%
l	28628	3.6%
Other values (52)	243606	30.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	623723	78.6%
Uppercase Letter	133944	16.9%
Dash Punctuation	33448	4.2%
Space Separator	2152	0.3%
Other Punctuation	37	< 0.1%
Open Punctuation	3	< 0.1%
Close Punctuation	3	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	97270	15.6%
e	81974	13.1%
n	79820	12.8%
s	56683	9.1%
t	53924	8.6%
i	51865	8.3%
r	34060	5.5%
l	28628	4.6%
c	26344	4.2%
u	22729	3.6%
Other values (20)	90426	14.5%

Uppercase Letter

Value	Count	Frequency (%)
U	32032	23.9%
E	26369	19.7%
F	25813	19.3%
R	12275	9.2%
A	10361	7.7%
I	8885	6.6%
S	3488	2.6%
B	3481	2.6%
C	2540	1.9%
P	2119	1.6%
Other values (15)	6581	4.9%

Other Punctuation

Value	Count	Frequency (%)
'	30	81.1%
.	6	16.2%
/	1	2.7%

Dash Punctuation

Value	Count	Frequency (%)
-	33448	100.0%

Space Separator

Value	Count	Frequency (%)
	2152	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	3	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	757667	95.5%
Common	35643	4.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	97270	12.8%
e	81974	10.8%
n	79820	10.5%
s	56683	7.5%
t	53924	7.1%
i	51865	6.8%
r	34060	4.5%
U	32032	4.2%
l	28628	3.8%
E	26369	3.5%
Other values (45)	215042	28.4%

Common

Value	Count	Frequency (%)
-	33448	93.8%
	2152	6.0%
'	30	0.1%
.	6	< 0.1%
(	3	< 0.1%
)	3	< 0.1%
/	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	789994	99.6%
None	3316	0.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	97270	12.3%
e	81974	10.4%
n	79820	10.1%
s	56683	7.2%
t	53924	6.8%
i	51865	6.6%
r	34060	4.3%
-	33448	4.2%
U	32032	4.1%
l	28628	3.6%
Other values (46)	240290	30.4%

None

Value	Count	Frequency (%)
è	2289	69.0%
é	803	24.2%
É	147	4.4%
ï	50	1.5%
Î	19	0.6%
ç	8	0.2%

language
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	772.9 KiB

en	51564
fr	26372
it	7766
de	7178
es	6033

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	197826
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	en
2nd row	en
3rd row	fr
4th row	en
5th row	en

Common Values

Value	Count	Frequency (%)
en	51564	52.1%
fr	26372	26.7%
it	7766	7.9%
de	7178	7.3%
es	6033	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
en	51564	52.1%
fr	26372	26.7%
it	7766	7.9%
de	7178	7.3%
es	6033	6.1%

Most occurring characters

Value	Count	Frequency (%)
e	64775	32.7%
n	51564	26.1%
f	26372	13.3%
r	26372	13.3%
i	7766	3.9%
t	7766	3.9%
d	7178	3.6%
s	6033	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	197826	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	64775	32.7%
n	51564	26.1%
f	26372	13.3%
r	26372	13.3%
i	7766	3.9%
t	7766	3.9%
d	7178	3.6%
s	6033	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	197826	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	64775	32.7%
n	51564	26.1%
f	26372	13.3%
r	26372	13.3%
i	7766	3.9%
t	7766	3.9%
d	7178	3.6%
s	6033	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	197826	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	64775	32.7%
n	51564	26.1%
f	26372	13.3%
r	26372	13.3%
i	7766	3.9%
t	7766	3.9%
d	7178	3.6%
s	6033	3.0%

socialNbFollowers
Real number (ℝ)

Distinct	90
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4322688

Minimum	3
Maximum	744
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	3
median	3
Q3	3
95-th percentile	5
Maximum	744
Range	741
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.882383
Coefficient of variation (CV)	1.1311419
Kurtosis	14415.307
Mean	3.4322688
Median Absolute Deviation (MAD)	0
Skewness	88.81691
Sum	339496
Variance	15.072898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	84939	85.9%
4	8219	8.3%
5	2720	2.7%
6	813	0.8%
7	539	0.5%
8	336	0.3%
9	235	0.2%
10	164	0.2%
11	121	0.1%
12	99	0.1%
Other values (80)	728	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	84939	85.9%
4	8219	8.3%
5	2720	2.7%
6	813	0.8%
7	539	0.5%
8	336	0.3%
9	235	0.2%
10	164	0.2%
11	121	0.1%
12	99	0.1%

Value	Count	Frequency (%)
744	1	< 0.1%
353	1	< 0.1%
205	1	< 0.1%
176	1	< 0.1%
172	1	< 0.1%
167	2	< 0.1%
147	1	< 0.1%
137	1	< 0.1%
131	1	< 0.1%
130	1	< 0.1%

socialNbFollows
Real number (ℝ)

Distinct	85
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.4256771

Minimum	0
Maximum	13764
Zeros	39
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	8
median	8
Q3	8
95-th percentile	8
Maximum	13764
Range	13764
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	52.839572
Coefficient of variation (CV)	6.2712553
Kurtosis	52718.389
Mean	8.4256771
Median Absolute Deviation (MAD)	0
Skewness	220.87668
Sum	833409
Variance	2792.0204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	94893	95.9%
9	2386	2.4%
10	618	0.6%
11	260	0.3%
12	148	0.1%
13	94	0.1%
15	55	0.1%
14	53	0.1%
7	52	0.1%
0	39	< 0.1%
Other values (75)	315	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	< 0.1%
1	5	< 0.1%
2	8	< 0.1%
3	6	< 0.1%
4	11	< 0.1%
5	11	< 0.1%
6	7	< 0.1%
7	52	0.1%
8	94893	95.9%
9	2386	2.4%

Value	Count	Frequency (%)
13764	1	< 0.1%
8268	1	< 0.1%
3649	1	< 0.1%
2013	1	< 0.1%
500	1	< 0.1%
482	1	< 0.1%
450	1	< 0.1%
431	1	< 0.1%
421	1	< 0.1%
209	1	< 0.1%

socialProductsLiked
Real number (ℝ)

SKEWED ZEROS

Distinct	420
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4207435

Minimum	0
Maximum	51671
Zeros	82987
Zeros (%)	83.9%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8
Maximum	51671
Range	51671
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	181.03057
Coefficient of variation (CV)	40.950254
Kurtosis	67765.241
Mean	4.4207435
Median Absolute Deviation (MAD)	0
Skewness	244.15774
Sum	437269
Variance	32772.067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	82987	83.9%
1	5261	5.3%
2	1898	1.9%
3	1215	1.2%
4	973	1.0%
5	644	0.7%
6	532	0.5%
7	436	0.4%
8	359	0.4%
9	316	0.3%
Other values (410)	4292	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	82987	83.9%
1	5261	5.3%
2	1898	1.9%
3	1215	1.2%
4	973	1.0%
5	644	0.7%
6	532	0.5%
7	436	0.4%
8	359	0.4%
9	316	0.3%

Value	Count	Frequency (%)
51671	1	< 0.1%
16040	1	< 0.1%
7044	1	< 0.1%
5979	1	< 0.1%
5598	1	< 0.1%
5595	1	< 0.1%
5109	1	< 0.1%
3037	1	< 0.1%
2942	1	< 0.1%
2823	1	< 0.1%

productsListed
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	65
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.093304217

Minimum	0
Maximum	244
Zeros	97189
Zeros (%)	98.3%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	244
Range	244
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.0501435
Coefficient of variation (CV)	21.972678
Kurtosis	5760.3013
Mean	0.093304217
Median Absolute Deviation (MAD)	0
Skewness	64.893219
Sum	9229
Variance	4.2030886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97189	98.3%
1	808	0.8%
2	278	0.3%
3	150	0.2%
4	98	0.1%
5	62	0.1%
6	45	< 0.1%
7	40	< 0.1%
8	29	< 0.1%
10	22	< 0.1%
Other values (55)	192	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97189	98.3%
1	808	0.8%
2	278	0.3%
3	150	0.2%
4	98	0.1%
5	62	0.1%
6	45	< 0.1%
7	40	< 0.1%
8	29	< 0.1%
9	20	< 0.1%

Value	Count	Frequency (%)
244	1	< 0.1%
217	1	< 0.1%
202	1	< 0.1%
185	1	< 0.1%
123	1	< 0.1%
122	1	< 0.1%
117	2	< 0.1%
113	1	< 0.1%
102	1	< 0.1%
96	1	< 0.1%

productsSold
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1215917

Minimum	0
Maximum	174
Zeros	96877
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	174
Range	174
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.1268954
Coefficient of variation (CV)	17.492109
Kurtosis	2355.6734
Mean	0.1215917
Median Absolute Deviation (MAD)	0
Skewness	41.595633
Sum	12027
Variance	4.5236838
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	96877	97.9%
1	917	0.9%
2	325	0.3%
3	154	0.2%
4	124	0.1%
5	58	0.1%
6	58	0.1%
7	45	< 0.1%
9	42	< 0.1%
8	31	< 0.1%
Other values (65)	282	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	96877	97.9%
1	917	0.9%
2	325	0.3%
3	154	0.2%
4	124	0.1%
5	58	0.1%
6	58	0.1%
7	45	< 0.1%
8	31	< 0.1%
9	42	< 0.1%

Value	Count	Frequency (%)
174	1	< 0.1%
170	1	< 0.1%
163	1	< 0.1%
152	1	< 0.1%
125	1	< 0.1%
123	1	< 0.1%
108	1	< 0.1%
106	1	< 0.1%
104	1	< 0.1%
92	1	< 0.1%

productsPassRate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.81230273

Minimum	0
Maximum	100
Zeros	97979
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	100
Range	100
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.5002052
Coefficient of variation (CV)	10.464332
Kurtosis	114.03912
Mean	0.81230273
Median Absolute Deviation (MAD)	0
Skewness	10.667299
Sum	80347.3
Variance	72.253488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97979	99.1%
100	441	0.4%
66	63	0.1%
50	57	0.1%
75	42	< 0.1%
83	25	< 0.1%
90	25	< 0.1%
80	22	< 0.1%
85	20	< 0.1%
60	16	< 0.1%
Other values (62)	223	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97979	99.1%
25	5	< 0.1%
28	2	< 0.1%
31	1	< 0.1%
33	8	< 0.1%
35	1	< 0.1%
37	2	< 0.1%
40	2	< 0.1%
41.6	1	< 0.1%
42	1	< 0.1%

Value	Count	Frequency (%)
100	441	0.4%
99	1	< 0.1%
98.7	1	< 0.1%
98	8	< 0.1%
96.4	1	< 0.1%
96.2	1	< 0.1%
96	5	< 0.1%
95	5	< 0.1%
94	8	< 0.1%
93	12	< 0.1%

productsWished
Real number (ℝ)

SKEWED ZEROS

Distinct	279
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5625954

Minimum	0
Maximum	2635
Zeros	89612
Zeros (%)	90.6%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	2635
Range	2635
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	25.192793
Coefficient of variation (CV)	16.122403
Kurtosis	3369.1631
Mean	1.5625954
Median Absolute Deviation (MAD)	0
Skewness	49.256959
Sum	154561
Variance	634.67683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	89612	90.6%
1	3375	3.4%
2	1339	1.4%
3	797	0.8%
4	526	0.5%
5	406	0.4%
6	299	0.3%
7	252	0.3%
8	176	0.2%
9	158	0.2%
Other values (269)	1973	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	89612	90.6%
1	3375	3.4%
2	1339	1.4%
3	797	0.8%
4	526	0.5%
5	406	0.4%
6	299	0.3%
7	252	0.3%
8	176	0.2%
9	158	0.2%

Value	Count	Frequency (%)
2635	1	< 0.1%
1916	1	< 0.1%
1900	1	< 0.1%
1842	1	< 0.1%
1820	1	< 0.1%
1783	1	< 0.1%
1622	1	< 0.1%
1295	1	< 0.1%
1225	1	< 0.1%
1113	1	< 0.1%

productsBought
Real number (ℝ)

SKEWED ZEROS

Distinct	70
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17192887

Minimum	0
Maximum	405
Zeros	93494
Zeros (%)	94.5%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	405
Range	405
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.3322657
Coefficient of variation (CV)	13.565294
Kurtosis	11871.76
Mean	0.17192887
Median Absolute Deviation (MAD)	0
Skewness	84.79736
Sum	17006
Variance	5.4394631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	93494	94.5%
1	3297	3.3%
2	845	0.9%
3	364	0.4%
4	214	0.2%
5	139	0.1%
6	108	0.1%
7	65	0.1%
8	52	0.1%
9	40	< 0.1%
Other values (60)	295	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	93494	94.5%
1	3297	3.3%
2	845	0.9%
3	364	0.4%
4	214	0.2%
5	139	0.1%
6	108	0.1%
7	65	0.1%
8	52	0.1%
9	40	< 0.1%

Value	Count	Frequency (%)
405	1	< 0.1%
279	1	< 0.1%
174	1	< 0.1%
115	1	< 0.1%
105	1	< 0.1%
93	1	< 0.1%
87	1	< 0.1%
85	1	< 0.1%
81	1	< 0.1%
80	1	< 0.1%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	772.9 KiB

F	76121
M	22792

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	98913
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	F
3rd row	F
4th row	F
5th row	F

Common Values

Value	Count	Frequency (%)
F	76121	77.0%
M	22792	23.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	76121	77.0%
m	22792	23.0%

Most occurring characters

Value	Count	Frequency (%)
F	76121	77.0%
M	22792	23.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	98913	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	76121	77.0%
M	22792	23.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	98913	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	76121	77.0%
M	22792	23.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	98913	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	76121	77.0%
M	22792	23.0%

civilityGenderId
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	772.9 KiB

2	75684
1	22792
3	437

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	98913
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	75684	76.5%
1	22792	23.0%
3	437	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	75684	76.5%
1	22792	23.0%
3	437	0.4%

Most occurring characters

Value	Count	Frequency (%)
2	75684	76.5%
1	22792	23.0%
3	437	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	98913	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	75684	76.5%
1	22792	23.0%
3	437	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	98913	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	75684	76.5%
1	22792	23.0%
3	437	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	98913	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	75684	76.5%
1	22792	23.0%
3	437	0.4%

civilityTitle
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	772.9 KiB

mrs	75684
mr	22792
miss	437

Length

Max length	4
Median length	3
Mean length	2.7739933
Min length	2

Characters and Unicode

Total characters	274384
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	mr
2nd row	mrs
3rd row	mrs
4th row	mrs
5th row	mrs

Common Values

Value	Count	Frequency (%)
mrs	75684	76.5%
mr	22792	23.0%
miss	437	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mrs	75684	76.5%
mr	22792	23.0%
miss	437	0.4%

Most occurring characters

Value	Count	Frequency (%)
m	98913	36.0%
r	98476	35.9%
s	76558	27.9%
i	437	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	274384	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	98913	36.0%
r	98476	35.9%
s	76558	27.9%
i	437	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	274384	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	98913	36.0%
r	98476	35.9%
s	76558	27.9%
i	437	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	274384	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
m	98913	36.0%
r	98476	35.9%
s	76558	27.9%
i	437	0.2%

hasAnyApp
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.7 KiB

False	72739
True	26174

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	72739	73.5%
True	26174	26.5%

hasAndroidApp
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.7 KiB

False	94094
True	4819

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	94094	95.1%
True	4819	4.9%

hasIosApp
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.7 KiB

False	77386
True	21527

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	77386	78.2%
True	21527	21.8%

hasProfilePicture
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.7 KiB

True	97018
False	1895

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	97018	98.1%
False	1895	1.9%

daysSinceLastLogin
Real number (ℝ)

Distinct	699
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	581.29124

Minimum	11
Maximum	709
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	11
5-th percentile	43
Q1	572
median	694
Q3	702
95-th percentile	708
Maximum	709
Range	698
Interquartile range (IQR)	130

Descriptive statistics

Standard deviation	208.85589
Coefficient of variation (CV)	0.35929647
Kurtosis	1.3887049
Mean	581.29124
Median Absolute Deviation (MAD)	11
Skewness	-1.6754252
Sum	57497260
Variance	43620.782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
702	3838	3.9%
703	3792	3.8%
695	3677	3.7%
696	3565	3.6%
701	3516	3.6%
700	3397	3.4%
693	3384	3.4%
694	3368	3.4%
705	3328	3.4%
704	3284	3.3%
Other values (689)	63764	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	811	0.8%
12	409	0.4%
13	344	0.3%
14	311	0.3%
15	235	0.2%
16	189	0.2%
17	208	0.2%
18	151	0.2%
19	125	0.1%
20	143	0.1%

Value	Count	Frequency (%)
709	2910	2.9%
708	2857	2.9%
707	2797	2.8%
706	2643	2.7%
705	3328	3.4%
704	3284	3.3%
703	3792	3.8%
702	3838	3.9%
701	3516	3.6%
700	3397	3.4%

seniority
Real number (ℝ)

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3063.7719

Minimum	2852
Maximum	3205
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	2852
5-th percentile	2853
Q1	2857
median	3196
Q3	3201
95-th percentile	3205
Maximum	3205
Range	353
Interquartile range (IQR)	344

Descriptive statistics

Standard deviation	168.29862
Coefficient of variation (CV)	0.054931838
Kurtosis	-1.8165044
Mean	3063.7719
Median Absolute Deviation (MAD)	8
Skewness	-0.42708968
Sum	3.0304687 × 10⁸
Variance	28324.426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3199	6366	6.4%
3198	6126	6.2%
2857	5984	6.0%
2856	5945	6.0%
3197	5686	5.7%
3196	5577	5.6%
3200	5496	5.6%
3201	5487	5.5%
3205	5310	5.4%
2855	5267	5.3%
Other values (9)	41669	42.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2852	2506	2.5%
2853	4824	4.9%
2854	5192	5.2%
2855	5267	5.3%
2856	5945	6.0%
2857	5984	6.0%
2858	4848	4.9%
2859	4552	4.6%
3195	5134	5.2%
3196	5577	5.6%

Value	Count	Frequency (%)
3205	5310	5.4%
3204	5070	5.1%
3203	4921	5.0%
3202	4622	4.7%
3201	5487	5.5%
3200	5496	5.6%
3199	6366	6.4%
3198	6126	6.2%
3197	5686	5.7%
3196	5577	5.6%

seniorityAsMonths
Real number (ℝ)

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.12558

Minimum	95.07
Maximum	106.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	95.07
5-th percentile	95.1
Q1	95.23
median	106.53
Q3	106.7
95-th percentile	106.83
Maximum	106.83
Range	11.76
Interquartile range (IQR)	11.47

Descriptive statistics

Standard deviation	5.6097349
Coefficient of variation (CV)	0.054929771
Kurtosis	-1.8165054
Mean	102.12558
Median Absolute Deviation (MAD)	0.27
Skewness	-0.42709158
Sum	10101548
Variance	31.469126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
106.63	6366	6.4%
106.6	6126	6.2%
95.23	5984	6.0%
95.2	5945	6.0%
106.57	5686	5.7%
106.53	5577	5.6%
106.67	5496	5.6%
106.7	5487	5.5%
106.83	5310	5.4%
95.17	5267	5.3%
Other values (9)	41669	42.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
95.07	2506	2.5%
95.1	4824	4.9%
95.13	5192	5.2%
95.17	5267	5.3%
95.2	5945	6.0%
95.23	5984	6.0%
95.27	4848	4.9%
95.3	4552	4.6%
106.5	5134	5.2%
106.53	5577	5.6%

Value	Count	Frequency (%)
106.83	5310	5.4%
106.8	5070	5.1%
106.77	4921	5.0%
106.73	4622	4.7%
106.7	5487	5.5%
106.67	5496	5.6%
106.63	6366	6.4%
106.6	6126	6.2%
106.57	5686	5.7%
106.53	5577	5.6%

seniorityAsYears
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5104244

Minimum	7.92
Maximum	8.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	772.9 KiB

Quantile statistics

Minimum	7.92
5-th percentile	7.92
Q1	7.94
median	8.88
Q3	8.89
95-th percentile	8.9
Maximum	8.9
Range	0.98
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.46786295
Coefficient of variation (CV)	0.054975278
Kurtosis	-1.8163167
Mean	8.5104244
Median Absolute Deviation (MAD)	0.02
Skewness	-0.42731135
Sum	841791.61
Variance	0.21889574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
8.88	22523	22.8%
8.89	21971	22.2%
7.93	16404	16.6%
7.94	15384	15.6%
8.9	15301	15.5%
7.92	7330	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.92	7330	7.4%
7.93	16404	16.6%
7.94	15384	15.6%
8.88	22523	22.8%
8.89	21971	22.2%
8.9	15301	15.5%

Value	Count	Frequency (%)
8.9	15301	15.5%
8.89	21971	22.2%
8.88	22523	22.8%
7.94	15384	15.6%
7.93	16404	16.6%
7.92	7330	7.4%

countryCode
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	199
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	772.9 KiB

fr	25135
us	20602
gb	11310
it	8015
de	6567
Other values (194)	27284

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	197826
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	< 0.1%

Sample

1st row	gb
2nd row	mc
3rd row	fr
4th row	us
5th row	us

Common Values

Value	Count	Frequency (%)
fr	25135	25.4%
us	20602	20.8%
gb	11310	11.4%
it	8015	8.1%
de	6567	6.6%
es	5706	5.8%
au	2719	2.7%
dk	1892	1.9%
se	1826	1.8%
be	1666	1.7%
Other values (189)	13475	13.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
fr	25135	25.4%
us	20602	20.8%
gb	11310	11.4%
it	8015	8.1%
de	6567	6.6%
es	5706	5.8%
au	2719	2.7%
dk	1892	1.9%
se	1826	1.8%
be	1666	1.7%
Other values (189)	13475	13.6%

Most occurring characters

Value	Count	Frequency (%)
s	28735	14.5%
r	26825	13.6%
f	25826	13.1%
u	24113	12.2%
e	16593	8.4%
b	13298	6.7%
g	12103	6.1%
i	9586	4.8%
t	9352	4.7%
d	8670	4.4%
Other values (16)	22725	11.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	197826	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	28735	14.5%
r	26825	13.6%
f	25826	13.1%
u	24113	12.2%
e	16593	8.4%
b	13298	6.7%
g	12103	6.1%
i	9586	4.8%
t	9352	4.7%
d	8670	4.4%
Other values (16)	22725	11.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	197826	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	28735	14.5%
r	26825	13.6%
f	25826	13.1%
u	24113	12.2%
e	16593	8.4%
b	13298	6.7%
g	12103	6.1%
i	9586	4.8%
t	9352	4.7%
d	8670	4.4%
Other values (16)	22725	11.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	197826	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	28735	14.5%
r	26825	13.6%
f	25826	13.1%
u	24113	12.2%
e	16593	8.4%
b	13298	6.7%
g	12103	6.1%
i	9586	4.8%
t	9352	4.7%
d	8670	4.4%
Other values (16)	22725	11.5%

Auto

Heatmap
Table

	identifierHash	socialNbFollowers	socialNbFollows	socialProductsLiked	productsListed	productsSold	productsPassRate	productsWished	productsBought	daysSinceLastLogin	seniority	seniorityAsMonths	seniorityAsYears	language	gender	civilityGenderId	civilityTitle	hasAnyApp	hasAndroidApp	hasIosApp	hasProfilePicture
identifierHash	1.000	-0.001	-0.002	0.003	-0.001	0.003	0.001	0.000	-0.001	-0.001	0.002	0.002	0.002	0.000	0.003	0.006	0.006	0.000	0.000	0.004	0.000
socialNbFollowers	-0.001	1.000	0.274	0.256	0.272	0.327	0.256	0.228	0.302	-0.207	-0.025	-0.025	-0.028	0.004	0.000	0.013	0.013	0.020	0.009	0.017	0.087
socialNbFollows	-0.002	0.274	1.000	0.311	0.146	0.162	0.136	0.307	0.264	-0.200	-0.000	-0.000	-0.000	0.002	0.002	0.000	0.000	0.008	0.013	0.008	0.039
socialProductsLiked	0.003	0.256	0.311	1.000	0.178	0.186	0.154	0.476	0.313	-0.401	0.004	0.004	0.004	0.003	0.004	0.000	0.000	0.006	0.000	0.008	0.046
productsListed	-0.001	0.272	0.146	0.178	1.000	0.552	0.533	0.137	0.122	-0.188	0.001	0.001	0.000	0.011	0.006	0.034	0.034	0.025	0.011	0.023	0.098
productsSold	0.003	0.327	0.162	0.186	0.552	1.000	0.681	0.137	0.144	-0.198	0.002	0.002	0.003	0.016	0.000	0.034	0.034	0.044	0.012	0.044	0.147
productsPassRate	0.001	0.256	0.136	0.154	0.533	0.681	1.000	0.116	0.112	-0.151	0.000	0.000	0.001	0.026	0.000	0.055	0.055	0.097	0.033	0.092	0.279
productsWished	0.000	0.228	0.307	0.476	0.137	0.137	0.116	1.000	0.350	-0.315	0.003	0.003	0.004	0.002	0.000	0.015	0.015	0.030	0.021	0.025	0.091
productsBought	-0.001	0.302	0.264	0.313	0.122	0.144	0.112	0.350	1.000	-0.262	0.008	0.008	0.007	0.000	0.000	0.014	0.014	0.016	0.000	0.017	0.059
daysSinceLastLogin	-0.001	-0.207	-0.200	-0.401	-0.188	-0.198	-0.151	-0.315	-0.262	1.000	0.368	0.368	0.361	0.031	0.033	0.058	0.058	0.234	0.088	0.224	0.224
seniority	0.002	-0.025	-0.000	0.004	0.001	0.002	0.000	0.003	0.008	0.368	1.000	1.000	0.984	0.025	0.000	0.000	0.000	0.004	0.007	0.000	0.000
seniorityAsMonths	0.002	-0.025	-0.000	0.004	0.001	0.002	0.000	0.003	0.008	0.368	1.000	1.000	0.984	0.025	0.000	0.000	0.000	0.004	0.007	0.000	0.000
seniorityAsYears	0.002	-0.028	-0.000	0.004	0.000	0.003	0.001	0.004	0.007	0.361	0.984	0.984	1.000	0.025	0.000	0.000	0.000	0.004	0.007	0.000	0.000
language	0.000	0.004	0.002	0.003	0.011	0.016	0.026	0.002	0.000	0.031	0.025	0.025	0.025	1.000	0.074	0.056	0.056	0.092	0.148	0.078	0.037
gender	0.003	0.000	0.002	0.004	0.006	0.000	0.000	0.000	0.000	0.033	0.000	0.000	0.000	0.074	1.000	1.000	1.000	0.088	0.045	0.072	0.004
civilityGenderId	0.006	0.013	0.000	0.000	0.034	0.034	0.055	0.015	0.014	0.058	0.000	0.000	0.000	0.056	1.000	1.000	1.000	0.091	0.056	0.073	0.074
civilityTitle	0.006	0.013	0.000	0.000	0.034	0.034	0.055	0.015	0.014	0.058	0.000	0.000	0.000	0.056	1.000	1.000	1.000	0.091	0.056	0.073	0.074
hasAnyApp	0.000	0.020	0.008	0.006	0.025	0.044	0.097	0.030	0.016	0.234	0.004	0.004	0.004	0.092	0.088	0.091	0.091	1.000	0.377	0.879	0.139
hasAndroidApp	0.000	0.009	0.013	0.000	0.011	0.012	0.033	0.021	0.000	0.088	0.007	0.007	0.007	0.148	0.045	0.056	0.056	0.377	1.000	0.100	0.038
hasIosApp	0.004	0.017	0.008	0.008	0.023	0.044	0.092	0.025	0.017	0.224	0.000	0.000	0.000	0.078	0.072	0.073	0.073	0.879	0.100	1.000	0.133
hasProfilePicture	0.000	0.087	0.039	0.046	0.098	0.147	0.279	0.091	0.059	0.224	0.000	0.000	0.000	0.037	0.004	0.074	0.074	0.139	0.038	0.133	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	identifierHash	type	country	language	socialNbFollowers	socialNbFollows	socialProductsLiked	productsListed	productsSold	productsPassRate	productsWished	productsBought	gender	civilityGenderId	civilityTitle	hasAnyApp	hasAndroidApp	hasIosApp	hasProfilePicture	daysSinceLastLogin	seniority	seniorityAsMonths	seniorityAsYears	countryCode
0	-1097895247965112460	user	Royaume-Uni	en	147	10	77	26	174	74.0	104	1	M	1	mr	True	False	True	True	11	3196	106.53	8.88	gb
1	2347567364561867620	user	Monaco	en	167	8	2	19	170	99.0	0	0	F	2	mrs	True	False	True	True	12	3204	106.80	8.90	mc
2	6870940546848049750	user	France	fr	137	13	60	33	163	94.0	10	3	F	2	mrs	True	False	True	False	11	3203	106.77	8.90	fr
3	-4640272621319568052	user	Etats-Unis	en	131	10	14	122	152	92.0	7	0	F	2	mrs	True	False	True	False	12	3198	106.60	8.88	us
4	-5175830994878542658	user	Etats-Unis	en	167	8	0	25	125	100.0	0	0	F	2	mrs	False	False	False	True	22	2854	95.13	7.93	us
5	7631788075812383072	user	Allemagne	de	130	12	1	47	123	91.0	0	0	F	2	mrs	True	False	True	False	11	3196	106.53	8.88	de
6	674361423306028463	user	Suède	en	121	0	1140	31	108	94.0	531	105	F	3	miss	True	True	False	False	11	3198	106.60	8.88	se
7	2550976450216757005	user	France	fr	53	9	3	5	106	98.0	0	0	F	2	mrs	True	False	True	True	11	2857	95.23	7.94	fr
8	3718185418791028367	user	Italie	it	744	13764	51671	0	104	85.0	1842	0	F	2	mrs	True	False	True	False	14	3195	106.50	8.88	it
9	3908244093584862523	user	Royaume-Uni	en	57	8	45	123	92	74.0	6	2	F	3	miss	True	False	True	True	11	2856	95.20	7.93	gb

	identifierHash	type	country	language	socialNbFollowers	socialNbFollows	socialProductsLiked	gender	civilityGenderId	civilityTitle	hasAnyApp	hasAndroidApp	hasIosApp	hasProfilePicture	daysSinceLastLogin	seniority	seniorityAsMonths	seniorityAsYears	countryCode
98903	-2219367748414812248	user	Espagne	es	3	8	0	F	2	mrs	True	False	True	True	112	3204	106.8	8.9	es
98904	2896867688384676348	user	Royaume-Uni	en	3	8	0	F	2	mrs	False	False	False	True	708	3204	106.8	8.9	gb
98905	3164321379397826945	user	Etats-Unis	en	3	8	6	F	2	mrs	False	False	False	True	655	3204	106.8	8.9	us
98906	-3379431417039360607	user	Irlande	en	3	8	0	F	2	mrs	False	False	False	True	708	3204	106.8	8.9	ie
98907	-5212100190867739388	user	Etats-Unis	en	3	8	0	F	2	mrs	False	False	False	True	708	3204	106.8	8.9	us
98908	-5324380437900495747	user	Etats-Unis	fr	3	8	0	M	1	mr	False	False	False	True	708	3204	106.8	8.9	us
98909	-5607668753771114442	user	France	fr	3	8	0	M	1	mr	True	False	True	True	695	3204	106.8	8.9	fr
98910	350630276238833248	user	Belgique	en	3	8	0	M	1	mr	True	True	False	True	520	3204	106.8	8.9	be
98911	2006580738726207028	user	Italie	it	3	8	0	F	2	mrs	False	False	False	True	267	3204	106.8	8.9	it
98912	-7621316584087253691	user	Guinée	fr	3	8	0	M	1	mr	True	False	True	True	561	3204	106.8	8.9	gn

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Dash Punctuation

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category